Deep learning classification of pediatric spinal radiographs for use in large scale imaging registries.

Journal: Spine deformity
PMID:

Abstract

PURPOSE: The purpose of this study is to develop and apply an algorithm that automatically classifies spine radiographs of pediatric scoliosis patients.

Authors

  • Kellen L Mulford
    Department of Orthopedic Surgery, Orthopedic Surgery Artificial Intelligence Laboratory, Mayo Clinic, Rochester, Minnesota.
  • Christina M Regan
    Department of Orthopedic Surgery, Orthopedic Surgery Artificial Intelligence Lab, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA.
  • Julia E Todderud
    Department of Orthopedic Surgery, Orthopedic Surgery Artificial Intelligence Lab, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA.
  • Charles P Nolte
    Orthopedic Surgery Artificial Intelligence Laboratory, Department of Orthopedic Surgery, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, USA; Mayo Clinic Department of Orthopedic Surgery, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, USA.
  • Zachariah Pinter
    Department of Orthopedic Surgery, Orthopedic Surgery Artificial Intelligence Lab, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA.
  • Connie Chang-Chien
    Department of Orthopedic Surgery, Orthopedic Surgery Artificial Intelligence Lab, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA.
  • Shi Yan
    Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Surgery II, Peking University Cancer Hospital & Institute, Beijing, China.
  • Cody Wyles
    Department of Orthopedic Surgery, Orthopedic Surgery Artificial Intelligence Lab, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA.
  • Bardia Khosravi
    Department of Radiology, Radiology Informatics Lab, Mayo Clinic, Rochester, MN 55905, United States.
  • Pouria Rouzrokh
    Department of Radiology, Mayo Clinic, Radiology Informatics Laboratory, Rochester, MN.
  • Hilal Maradit Kremers
    Department of Orthopedic Surgery, Mayo Clinic, Rochester, MN; Department of Health Sciences Research, Mayo Clinic, Rochester, MN.
  • A Noelle Larson
    Department of Orthopedic Surgery, Orthopedic Surgery Artificial Intelligence Laboratory (OSAIL), Mayo Clinic, Rochester, Minnesota; Department of Orthopedic Surgery, Mayo Clinic, Rochester, Minnesota.